i have done it this april
good work from albert gu honestly
but LLMs aren't the end of the line
we will have all of those breakthroughs related to *thing we currently have and cherish* and a few years later we will forget they even existed
the most disgusting company is showing you supposedly 'good' bbenchmarks
google is a huge overfitter
I did say we'd be releasing our models periodically...introducing Gemini 4 Carbon, our next frontier model.
Following Argon's release just two weeks ago, Carbon shows the pace at which we’re pushing the frontier, it ranks #1 on the recently updated v5.0 of @ArtificialAnlys Intelligence Index at 59. It also leads across key cybersecurity evaluations scoring 88.2% on SEC-bench Pro for finding vulnerabilities, 54.8% on ExploitGym for exploitation, and 71.0% on CWE-bench for patching.
We’re seeing significant improvements in long-horizon tasks even compared to Argon, and we’ve strengthened frontier safeguards.
As we did with Argon, we’re going to roll it out gradually + responsibly. Some trusted cyber defenders will get access starting this week. We'll be expanding it to more partners through our Fairwind Program, ahead of wider availability soon, so hang tight!
إريت retweeted
Metas Muse Glimmer tech report is pretty interesting.
Metas Muse Glimmer report describes training agents inside simulated digital lives, complete with 10–14 contacts, weeks of messages, calendars and documents. The agents practice tasks spanning multiple days, while training trajectories containing hallucinated results or unverified claims of success are discarded.
Today we published a technical report on Muse Glimmer, our 30B open-weight model built for agentic tasks on consumer hardware.
It runs at practical speeds on a Mac or PC with a single consumer GPU at 4-bit precision, and leads comparably-sized open models on tool use and multi-step planning.
Read about the model architecture, distillation recipe, quantization and more: go.meta.me/4Bcvxol
إريت retweeted
Replying to @_lyraaaa_
i had to go scrounge up mine -- i was last fiddle farting with Qwen3-VL-8B --- probably a coincidence but One of our interesting candidate options was steering layers 8–27 while reversing the direction at L15. gonna pull that work back up later and see what happens with your recipie
your work is FAR cleaner than my monkey poking.
thank you kindly.









